{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c7e8a4bd-bafa-446c-8be8-aa43df92ba23",
   "metadata": {},
   "source": [
    "# Análisis exploratorio de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ad126a7e-8e7b-4552-9833-8b3cbc44a004",
   "metadata": {},
   "outputs": [],
   "source": [
    "# paquetes\n",
    "import pandas as pd # para dataframes\n",
    "import seaborn as sns # para gráficas cool\n",
    "import matplotlib.pyplot as plt # para ajustes de gráficas sns\n",
    "import statistics # para estadísticos\n",
    "import numpy as np # para operaciones numéricas\n",
    "from sklearn.preprocessing import LabelEncoder"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec368699-9abd-476e-8b26-976529078438",
   "metadata": {},
   "source": [
    "Para ejecutar este código, es necesario primero ejecutar el markdown \"Obtencion_Datos.ipynb\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e0ff7b65-732b-414b-b6f2-174d0728575c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 2400 entries, 0 to 2399\n",
      "Data columns (total 22 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   id_ecg          2400 non-null   float64\n",
      " 1   categoria       2400 non-null   object \n",
      " 2   ritmo_cardiaco  2377 non-null   float64\n",
      " 3   media_RR        2377 non-null   float64\n",
      " 4   sd_RR           2377 non-null   float64\n",
      " 5   min_P           2377 non-null   float64\n",
      " 6   media_P         2377 non-null   float64\n",
      " 7   max_P           2377 non-null   float64\n",
      " 8   sd_P            2377 non-null   float64\n",
      " 9   min_R           2377 non-null   float64\n",
      " 10  media_R         2377 non-null   float64\n",
      " 11  max_R           2377 non-null   float64\n",
      " 12  sd_R            2377 non-null   float64\n",
      " 13  min_T           2377 non-null   float64\n",
      " 14  media_T         2377 non-null   float64\n",
      " 15  max_T           2377 non-null   float64\n",
      " 16  sd_T            2377 non-null   float64\n",
      " 17  patient_id      2383 non-null   float64\n",
      " 18  age             2383 non-null   float64\n",
      " 19  sex             2383 non-null   float64\n",
      " 20  height          1194 non-null   float64\n",
      " 21  weight          1689 non-null   float64\n",
      "dtypes: float64(21), object(1)\n",
      "memory usage: 431.2+ KB\n"
     ]
    }
   ],
   "source": [
    "# primero traemos la data resumida de los ecg\n",
    "datos = pd.read_csv('df_datos.csv', index_col='Unnamed: 0')\n",
    "\n",
    "# un resumen rápido de la información del df\n",
    "datos.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df4adf9d-5be4-4025-b729-0697fa5e9e15",
   "metadata": {},
   "source": [
    "El formato de los datos es correcto, todos los valores numéricos son float, solo la categoría es string.\n",
    "\n",
    "## 1. Ritmo Cardiaco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9d416007-bae3-4d40-beb1-64cf37cd75d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mínimo: 30.0\n",
      "percentil 5%: 54.0\n",
      "promedio: 73.65334455195625\n",
      "percentil 95%: 108.0\n",
      "máximo: 168.0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='ritmo_cardiaco', ylabel='Count'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculamos los datos centrales\n",
    "subdatos = datos[~datos['ritmo_cardiaco'].isna()]['ritmo_cardiaco']\n",
    "minimo = min(subdatos)\n",
    "cinco_porciento = np.percentile(subdatos,5)\n",
    "maximo = max(subdatos)\n",
    "noventaycinco_porciento = np.percentile(subdatos,95)\n",
    "media = statistics.mean(subdatos)\n",
    "\n",
    "#imprimimos\n",
    "print(\"mínimo: \" + str(minimo))\n",
    "print(\"percentil 5%: \" + str(cinco_porciento))\n",
    "print(\"promedio: \" + str(media))\n",
    "print(\"percentil 95%: \" + str(noventaycinco_porciento))\n",
    "print(\"máximo: \" + str(maximo))\n",
    "\n",
    "#histograma\n",
    "sns.histplot(subdatos, bins = 20, element=\"step\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "270b7534-565f-4750-a076-300e8f881395",
   "metadata": {},
   "source": [
    "## 2. Edad y Sexo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e45f0fb5-fa75-4402-9c81-0fb7dbd718b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EDAD\n",
      "mínimo: 12.0\n",
      "percentil 5%: 22.0\n",
      "promedio: 63.87956357532522\n",
      "percentil 95%: 86.0\n",
      "máximo: 300.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SEXO\n",
      "mujeres: 1267\n",
      "porcentaje mujeres: 0.5316827528325639\n",
      "hombres: 1116\n",
      "porcentaje hombres: 0.468317247167436\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculamos los datos centrales\n",
    "subdatos = datos[~datos[['age','sex']].isna().any(axis=1)][['age','sex']]\n",
    "minimo = min(subdatos['age'])\n",
    "cinco_porciento = np.percentile(subdatos['age'],5)\n",
    "maximo = max(subdatos['age'])\n",
    "noventaycinco_porciento = np.percentile(subdatos['age'],95)\n",
    "media = statistics.mean(subdatos['age'])\n",
    "\n",
    "#imprimimos\n",
    "print(\"EDAD\")\n",
    "print(\"mínimo: \" + str(minimo))\n",
    "print(\"percentil 5%: \" + str(cinco_porciento))\n",
    "print(\"promedio: \" + str(media))\n",
    "print(\"percentil 95%: \" + str(noventaycinco_porciento))\n",
    "print(\"máximo: \" + str(maximo))\n",
    "\n",
    "#histograma\n",
    "sns.histplot(subdatos['age'], element=\"step\")\n",
    "plt.show()\n",
    "\n",
    "# calculamos los datos centrales\n",
    "[hombres, mujeres] = subdatos[\"sex\"].value_counts(ascending=True)\n",
    "\n",
    "#imprimimos\n",
    "print(\"\")\n",
    "print(\"SEXO\")\n",
    "print(\"mujeres: \" + str(mujeres))\n",
    "print(\"porcentaje mujeres: \" + str(mujeres/(mujeres+hombres)))\n",
    "print(\"hombres: \" + str(hombres))\n",
    "print(\"porcentaje hombres: \" + str(hombres/(mujeres+hombres)))\n",
    "\n",
    "#histograma\n",
    "sns.barplot(x = [\"mujeres\", \"hombres\"], y = [mujeres, hombres])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "25802954-1dc8-4c01-ac66-7b98f0a23fb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QBgoUKGC+WsEb/kEDt/XepQShGwAAIA1oZbtgwYKSL18+uXbtmrcvB0mgLSUprXBbCN0AAABpSENcagU5+A9GLwEAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAA0nvoPnPmjJm56dChQ+KP9Lp1BipdKlSo4O3LAQAAgBf4fOgeNmyYNG/eXIoWLepct3XrVqlfv77kyJFDcubMKY0aNZKff/7Z7Xk7duyQ2rVrS+bMmaVw4cIycuRIj8996tQpef7556VQoUKSJUsWady4sezfv99tn8uXL0vPnj0ld+7cki1bNmnVqpV5nkXPfeLECenbt2+yXj8AAAD8n0+H7oSEBJk4caJ07drVue7ChQsm/EZGRsrmzZvl+++/l+zZs5vgfe3aNbNPfHy8NGzYUIoUKSLbtm2TUaNGyeDBg+XTTz9N8rkdDoe0aNFCDhw4IN9995389NNP5ngNGjSQixcvOvfr3bu3zJs3T2bNmiVr1qyR48ePS8uWLZ3bdZrXAgUKmEAOAACA9ClEfNjChQslNDRUqlev7lz3yy+/yNmzZ2Xo0KGmiqzefPNNKVeunBw+fFiKFy8u06ZNk6tXr8qkSZMkU6ZMUqZMGdm+fbuMHj1aevTokaRza0V706ZNsmvXLvN8NXbsWBOgp0+fLt26dZO4uDjzoeDLL7+Uf/zjH2afyZMnS6lSpcxzXa8bAAAA6ZdPV7rXrVsnUVFRbutKlChhWjk07GqwvnTpkvleg67VgrJx40apU6eOCdwWrYTv27dPzp07l6RzX7lyxXzV9hRLcHCw+RCg1XWlVXStrmv121KyZElThddr8ISeTyv0rgsAAAACg0+Hbq1caz+1K20lWb16tXzxxRcSFhZm2jYWL14sixYtkpCQ/y3cnzx5UvLnz+/2POuxbksKKzwPGDDABHUN+P/5z3/kjz/+MD3a1rE02GtveeJzJfU8lhEjRkhERIRzsar4AAAA8H8+Hbq1iu1aabbWaY/3o48+alo41q9fL4888og0a9bMbEstGTNmlG+//VZ+/fVXyZUrl7mRctWqVdKkSRNT8U5tGu61XcVajh49murnAAAAgHf4dE93njx5bmkH0f5pHYZP2zes8KvrdBQTveGxbdu2pu/adQQRZT3WbUmlrS3aC64hWCvdefPmlWrVqknlypWdx9L158+fd6t267k8OY/SthVdAAAAEHh8utJdsWJF2bNnzy0jmmjY1nGvLdbjmzdvmsc1atSQtWvXOkczUcuWLTP94BrOPaXtHhq49ebKH374wQxhaIVyrYivWLHCua/2jR85csRcAwAAAODzoVtvfty9e7dbtfvxxx83j3Vs7L1795rtL7zwgunnrlevntmnffv2ptda21B0+4wZM+SDDz6QPn36eHR+HQZQ+8etYQP13DqMoA5HaIVxPYceV1tP9MZKvRYN3IxcAgAAAL8I3WXLlpVKlSrJzJkz3W5w1HGxdfIbDbc6AY6Oja03UxYsWNAZhpcuXSoHDx401WidmCY2NtZtuEAN01odv9tMl3rDZMeOHc05X3vtNfO9Dhfo6r333pMnnnjCTIqjI6ZoW4n2ggMAAACWIIfOAuPDFixYIDExMWa87NS8gVHH0x4+fLhpX9EWEbvp5Dxz5swxPeJJoUMG6ocH7ScPDw+3/foAfxIVM9Xbl4D/Mzv7KG9fAuAmMnanty8B6Ui8B3nNp2+kVDoqifZSHzt2LFWH0dOJdzR02x24tb+7dOnS5oZL/QoAAID0x+dDt4qOjk71Y2q/dlrQccat6jajkwAAAKRPfhG6/Zne4KlT0wMAACD98ukbKQEAAIBAQOgGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGwW5HA4HHafBJ6Lj4+XiIgIiYuLk/DwcG9fDgAAAFKQ16h0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2C7H7BICvioqZ6u1LAPze7OyjvH0JAOAmMnan+CIq3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAQHoP3WfOnJF8+fLJoUOHxB+tXr1agoKCzNKiRQtvXw4AAAC8wOdD97Bhw6R58+ZStGhR83jKlCnOEJt4OX36tFvYrVSpkoSGhkrx4sXN8zx18uRJ6dixoxQoUECyZs1qjvfNN9+47XP27Fnp0KGDhIeHS44cOaRr165y4cIF5/aaNWvKiRMnpHXr1in6OQAAAMB/+XToTkhIkIkTJ5oga2nTpo0Jsa5Lo0aNpG7duqYirg4ePCjNmjWTevXqyfbt2yU6Olq6desmS5Ys8ej8nTp1kn379sncuXNl586d0rJlSxOef/rpJ+c+Grh3794ty5Ytk/nz58vatWulR48ezu2ZMmUyoT0sLCxVfiYAAADwPyHiwxYuXGgq1dWrV3eu0/DqGmD//PNPWblypQnnlnHjxkmxYsXk3XffNY9LlSol33//vbz33nsmoCfVhg0bZOzYsVK1alXzeODAgeYY27Ztk4oVK8revXtl8eLFsnXrVqlcubLZZ8yYMdK0aVN55513pFChQqnycwAAAIB/8+lK97p16yQqKuqu+0ydOlWyZMkizzzzjHPdxo0bpUGDBm77adjW9Z7Q1pAZM2aYFpKbN2/KV199JZcvX5bHHnvMeR5tKbECt9LzBgcHy+bNmz0615UrVyQ+Pt5tAQAAQGDw6dB9+PDhe1aLtcLdvn17t+q39mLnz5/fbT99rEH20qVLST7/zJkz5dq1a5I7d25TcX/xxRdl9uzZpkfcOo/V0mIJCQmRXLlymW2eGDFihERERDiXwoULe/R8AAAA+C6fDt0akDNnznzH7Vpp1hYP157v1DRo0CA5f/68LF++XH744Qfp06eP6enW/u7UNmDAAImLi3MuR48eTfVzAAAAwDt8uqc7T548cu7cuTtunzBhglSoUOGWFhS9cfHUqVNu6/SxjjCS1Bsaf//9d/noo49k165dUqZMGbOufPnypuXl448/Nn3jeh7XEVPU9evXTTuKbvOEVtJ1AQAAQODx6Uq33qy4Z8+e227TYfm0/eN2Ve4aNWrIihUr3Nbp6CK63pORU5T2Z7vKkCGD6e+2zqOVcL2x0qI3der2atWqJflcAAAACGw+Hbr15kcdju921W69wVGrys8999wt21566SU5cOCA9OvXT3755Rf55JNPTEDv3bt3ks9dsmRJ07utfdxbtmwxlW8dDUXDuzXJjY6K0rhxY+nevbvZZ/369dKrVy9p27YtI5cAAADAP0J32bJlzYQ0GphvdwOljputo4ckpsMFLliwwARkbQnRsKytKK7DBVqT7NxJxowZzZCFefPmlSeffFLKlStnRkr5/PPPzZCAlmnTppmAXr9+fbO+Vq1a8umnn6bK6wcAAEBg8OmebhUbGysxMTGmmuza6qFjaN+NDuvnOolNYjqBjk6oczcPPfTQLTNQJqYjlXz55Zd33QcAAADpm09XupXOLKkzPB47dixVj7to0SIZOXKk2E1vvMyWLZupiAMAACB98vlKt9Jp3FOb9mCnBZ04R6eiVxq+AQAAkP74Rej2ZzpEoTWZDgAAANInn28vAQAAAPwdoRsAAACwGaEbAAAAsBmhGwAAALAZoRsAAACwGaEbAAAAsBmhGwAAALAZoRsAAACwGaEbAAAAsFmQw+Fw2H0SeC4+Pl4iIiIkLi5OwsPDvX05AAAASEFeo9INAAAA2IzQDQAAANiM0A0AAADYjNANAAAA2IzQDQAAANiM0A0AAADYjNANAAAA2IzQDQAAANgsxO4TwH9ExUz19iUA8DOzs4/y9iUASAWRsTu9fQkBj0o3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAACQ3kP3mTNnJF++fHLo0CHxR6tXr5agoCCztGjRwtuXAwAAAC/w+dA9bNgwad68uRQtWtRt/ZQpU6RcuXKSOXNmE8p79uzptn3Hjh1Su3Zts71w4cIycuRIj89theXEy6hRo5z7nD17Vjp06CDh4eGSI0cO6dq1q1y4cMG5vWbNmnLixAlp3bp1sl4/AAAA/F+I+LCEhASZOHGiLFmyxG396NGj5d133zXht1q1anLx4kW3Snh8fLw0bNhQGjRoIOPGjZOdO3dKly5dTCju0aNHks+vYdnVokWLTKhu1aqVc50Gbt1v2bJlcu3aNXnhhRfMOb788kuzPVOmTFKgQAEJCwuTK1eupOCnAQAAAH/l06F74cKFEhoaKtWrV3euO3funAwcOFDmzZsn9evXd67Xqrdl2rRpcvXqVZk0aZIJvWXKlJHt27ebsO5J6Naw7Oq7776TevXqyQMPPGAe7927VxYvXixbt26VypUrm3VjxoyRpk2byjvvvCOFChVK0esHAABAYPDp9pJ169ZJVFSU2zqtKN+8eVOOHTsmpUqVkvvvv9+0bhw9etS5z8aNG6VOnTomcFsaNWok+/btM6E9OU6dOiULFiwwlW7X82j13ArcSqvrwcHBsnnzZo+Or1VwrdC7LgAAAAgMPh26Dx8+fEu1+MCBAyZ0Dx8+XN5//335+uuvTV/1448/bqrb6uTJk5I/f36351mPdVtyfP7555I9e3Zp2bKlc50eS/vJXYWEhEiuXLk8Ps+IESMkIiLCuWgfOgAAAAKDT4fuS5cumRshXWng1t7pDz/80FSvtfVk+vTpsn//flm1apVt16KtKtq/nfh6UsuAAQMkLi7OubhW7gEAAODffLqnO0+ePLe0gxQsWNB8LV26tHNd3rx5zb5Hjhxx9mJrO4gr63HiPu2ktrloa8qMGTPc1uuxTp8+7bbu+vXrpvLu6Xm0d10XAAAABB6frnRXrFhR9uzZ47bu0UcfNV81BFs05P71119SpEgR87hGjRqydu1aUxF37QUvUaKE5MyZ0+Pr0BFUtLe8fPnybuv1POfPn5dt27Y5161cudJU43VUFQAAAMDnQ7e2j+zevdut2v3www+bcbtff/112bBhg+zatUs6d+4sJUuWNCOLqPbt25ubKPWmR32+Vqg/+OAD6dOnj8fXoDc0zpo1S7p163bLNr2Rs3HjxtK9e3fZsmWLrF+/Xnr16iVt27Zl5BIAAAD4R+guW7asVKpUSWbOnOm2furUqaaS3KxZM6lbt65kzJjRDN2nX5XeiLh06VI5ePCgqVD37dtXYmNj3YYLtGaKvNdMl1999ZU4HA5p167dbbfr8IQa+HX4Qh0qsFatWvLpp5+myusHAABAYAhyaKL0YTpMX0xMjKlo61B8qWXy5MlmBBRtX7HCup2ef/5504oyZ86cJFfY9cOD3lSps12mhaiYqWlyHgCBY3b2/5+hF4D/iozd6e1L8Eue5DWfrnQrrWZrhVrH5U7tiXc0dNsduPUmzGzZspmKOAAAANInnx69xBIdHZ3qx9Q+7bSgE+fobJhKwzcAAADSH78I3f4sLCxMihcv7u3LAAAAgBf5fHsJAAAA4O8I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzYIcDofD7pPAc/Hx8RIRESFxcXESHh7u7csBAABACvIalW4AAADAZoRuAAAAwGaEbgAAAMBmhG4AAADAZoRuAAAAwGaEbgAAAMBmhG4AAADAZoRuAAAAwGYhdp8AgS0qZqq3LwGAF83OPsrblwCkSGTsTm9fAtIJKt0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAABAeg/dZ86ckXz58smhQ4fEH61evVqCgoLM0qJFC29fDgAAALzA50P3sGHDpHnz5lK0aFHnOivEui5fffXVLWG3UqVKEhoaKsWLF5cpU6Yk6/wbN26Uf/zjH5I1a1YJDw+XOnXqyKVLl5zbz549Kx06dDDbcuTIIV27dpULFy44t9esWVNOnDghrVu3Ttb5AQAA4P98OnQnJCTIxIkTTZBNbPLkySbMWotrFfngwYPSrFkzqVevnmzfvl2io6OlW7dusmTJEo8Dd+PGjaVhw4ayZcsW2bp1q/Tq1UuCg///x6aBe/fu3bJs2TKZP3++rF27Vnr06OHcnilTJilQoICEhYUl++cAAAAA/xYiPmzhwoWmUl29evVbtmlVWcPs7YwbN06KFSsm7777rnlcqlQp+f777+W9996TRo0aJfn8vXv3ltdee03eeOMN57oSJUo4v9+7d68sXrzYhPHKlSubdWPGjJGmTZvKO++8I4UKFfLo9QIAACAw+XSle926dRIVFXXbbT179pQ8efJI1apVZdKkSeJwONwq1A0aNHDbX8O2rk+q06dPy+bNm00/ubaI5M+fX+rWrWvCu+t5NPxbgVvpebUSrs/1xJUrVyQ+Pt5tAQAAQGDw6dB9+PDh21aLhw4dKjNnzjQtHa1atZJXXnnFVJgtJ0+eNCHZlT7WIOvaj303Bw4cMF8HDx4s3bt3NxVt7RGvX7++7N+/33keDeWuQkJCJFeuXGabJ0aMGCERERHOpXDhwh49HwAAAL7Lp9tLNCBnzpz5lvWDBg1yfl+xYkW5ePGijBo1yrSCpJabN2+ary+++KK88MILznOtWLHCVNY1JKemAQMGSJ8+fZyP9QMCwRsAACAw+HSlW9tHzp07d8/9qlWrJn/88Ydp0VDa633q1Cm3ffSxjjCS1BsaCxYsaL6WLl3abb32hx85csR5Hm1DcXX9+nUzosmd+s3vRHvX9fpcFwAAAAQGnw7dWlnes2fPPffTEUpy5sxpgquqUaOGqUi70lYUXZ9UOkShtrbs27fPbf2vv/4qRYoUcZ7n/Pnzsm3bNuf2lStXmiq5fhAAAAAAfL69RG9+1LYLrXZrqFbz5s0zVWsd0URbTzRMDx8+XP75z386n/fSSy/JRx99JP369ZMuXbqYIKw94AsWLEjyuXXs75iYGHnzzTelfPnyUqFCBfn888/ll19+ka+//tpZ9dYhBbXnW0dMuXbtmhlSsG3btoxcAgAAAP+odJctW9bcvKiB2ZIxY0b5+OOPTZVZg/D48eNl9OjRJhxbdLhADdgayDUw69CBEyZMcBsuUCfL0WB9Nzq+t4Z+HTpQj6PVcz3mgw8+6Nxn2rRpUrJkSXODpQ4VWKtWLfn0009T/WcBAAAA/xXkcB1rzwdpeNaK865du9wmpUkpDelr1qwxM1emheeff960osyZMydJ++uNlDqKSVxcnE/3d0fFTPX2JQDwotnZR3n7EoAUiYzd6e1LgB/zJK/5dKVb6cySOsPjsWPHUvW4ixYtkpEjR0pajDWeLVs2UxEHAABA+uTTPd2ubR6pTad1Tws6cY7e6Kk0fAMAACD98YvQ7c90iMLixYt7+zIAAADgD6Fbh++7142Hlh9//DEl1wQAAACkz9DdokUL5/eXL1+WTz75xEwcY419vWnTJtm9e7eZkh0AAABAMkK365B83bp1M1Ouv/XWW7fsc/To0aQeEgAAAEgXkjV6yaxZs6RTp063rH/uuefkm2++SY3rAgAAANJ36NabA9evX3/Lel2ns0QCAAAASOHoJTqE38svv2xumKxatapZt3nzZpk0aZIMGjQoOYcEAAAAAlayQvcbb7whDzzwgHzwwQfyxRdfmHWlSpWSyZMnS+vWrVP7GgEAAID0OU63hmsCNgAAAHBvQQ6Hw5GE/ZDG4uPjJSIiQuLi4iQ8PNzblwMAAIAU5LVkVbpv3Lgh7733nsycOVOOHDkiV69eddt+9uzZ5BwWAAAACEjJGr1kyJAhMnr0aGnTpo1J9n369JGWLVtKcHCwDB48OPWvEgAAAEhvoXvatGny2WefSd++fSUkJETatWsnEyZMkNjYWDMzJQAAAIAUhu6TJ09K2bJlzffZsmUz1W71xBNPyIIFC5JzSAAAACBgJSt033///XLixAnz/YMPPihLly4132/dulVCQ0NT9woBAACA9Bi6n376aVmxYoX5/tVXXzUT4jz00ENmavguXbqk9jUCAAAAfi1VhgzcuHGjWTR4P/nkk6lzZekcQwYCAACk8yEDE6tRo4ZZAAAAAKQgdM+dOzepu8pTTz2V5H0BpL2omKnevgQEiNnZR3n7EgA3kbE7vX0JQMpCd4sWLdweBwUFSeLOFF1nTZ4DAAAAwMMbKW/evOlcdLSSChUqyKJFi+T8+fNm0e8rVaokixcvTuohAQAAgHQhWT3d0dHRMm7cOKlVq5ZzXaNGjSRLlizSo0cP2bt3b2peIwAAAJD+hgz8/fffJUeOHLes17s3Dx06lBrXBQAAAKTv0F2lShXp06ePnDp1yrlOv4+JiZGqVaum5vUBAAAA6TN0T5o0ycxIGRkZKcWLFzeLfn/s2DGZMGFC6l8lAAAAkN56ujVk79ixQ5YvX+7s3y5VqpQ0aNDAOYIJAAAAgGSE7qZNm8r06dNN77aG623btslLL73k7O8+c+aM1K5dW/bs2ePJYQEAAICA5lF7yZIlS+TKlSvOx8OHD5ezZ886H1+/fl327duXulcIAAAApKfQnXgynMSPAQAAAKTSjZQAAAAAbArd2sed+EZJbpwEAAAAUvFGSm0nef755yU0NNQ8vnz5srmRMmvWrOaxa783AAAAgGRUujt37iz58uUzo5fo8txzz0mhQoWcj3Vbp06dJLXpqCh6bH+d7XLKlCnOvxJER0d7+3IAAADgy5XuyZMnizcMGzZMmjdvLkWLFr1tIC9fvryZmOfcuXNu09OvXr3azJy5e/duKVy4sAwcONBU6j3x2GOPyZo1a9zWvfjiizJu3Djn4yNHjsjLL78sq1atkmzZspkPJyNGjJCQkP/98bZp00YaN24sLVu2TMarBwAAQLqcHCctJSQkyMSJE81whbfTtWtXKVeunAndrg4ePCjNmjUz7S/Tpk2TFStWSLdu3aRgwYLSqFEjj66he/fuMnToUOfjLFmyOL+/ceOGOU+BAgVkw4YNZqZOrfZnzJjRDKmowsLCzJIpUyYPXz0AAAACgc+PXrJw4ULTQ169evVbto0dO1bOnz8v//znP2/ZppXoYsWKybvvvmtmy+zVq5c888wz8t5773l8DRqyNVRbS3h4uHPb0qVLzWRAX3zxhVSoUEGaNGkib731lnz88cdy9erVZLxiAAAABBqfD93r1q2TqKioW9Zr0NXq89SpUyU4+NaXsXHjRjMtvSutcOt6T2mlPE+ePPLII4/IgAEDTPXd9Txly5aV/Pnzu50nPj7etLUkld6Eqs9xXQAAABAYfL695PDhw+ZmzcQBtV27djJq1CiJjIyUAwcO3PK8kydPugVhpY81zF66dMm0eyRF+/btpUiRIuYaduzYIf379zezbn777bd3PY+1Lam0B3zIkCFJ3h8AAAD+w+dDtwbkzJkzu63TarO2jOjoKXbr0aOH83utaGtPeP369eX333+XBx98MNXOo69Jb/q06IcDvfkTAAAA/s/n20u0rUNHJXG1cuVKmTVrlhkdRBcNwda+b775pvlee69PnTrl9jx9rP3YSa1y3061atXM199+++2u57G2JZX2reu1uS4AAAAIDD4fuitWrGj6t11988038vPPP8v27dvNMmHCBGf/d8+ePc33NWrUMCOWuFq2bJlZnxJ6PqUVb+s8O3fulNOnT7udR0Nz6dKlU3QuAAAABAafby/RmxK19UKr3Tlz5jTrErd1/PXXX+artpxY43TrUIEfffSR9OvXT7p06WKq4zNnzpQFCxYk+dzaQvLll19K06ZNJXfu3Kanu3fv3lKnTh0zTKFq2LChCdcdO3aUkSNHmj5uHQ9cw781cycAAADSN5+vdGsfdaVKlUxg9oQOF6gBW6vOOnmODh2oFXHXMbqtmSLvRMfVXr58uQnWJUuWlL59+0qrVq1k3rx5zn0yZMgg8+fPN1+16q195jpOt+u43gAAAEjffL7SrWJjYyUmJsZMUnO74QF11kiHw3Hb9T/99NMdj6sT6NStW/eO2/VGxsSzUd6Ojm6i44kDAAAAflnpVjrjo44iknjWyZRatGiRaQmxm47zrdPDa885AAAA0h+/qHSr6OjoVD/mli1bJC089dRTzlFPrJ5zAAAApB9+E7r9Wfbs2c0CAACA9Mkv2ksAAAAAf0boBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGwW5HA4HHafBJ6Lj4+XiIgIiYuLk/DwcG9fDgAAAFKQ16h0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANgux+wQA4ImomKnevgR4YHb2Ud6+BKRAZOxOb18CkG5Q6QYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGzmF6H7zJkzki9fPjl06JD4oylTpkhQUJBZoqOjvX05AAAASGN+EbqHDRsmzZs3l6JFizpDeOPGjaVQoUISGhoqhQsXll69ekl8fLzb81avXi2VKlUy+xQvXtyE3+RyOBzSpEkTE5znzJnjtu3IkSPSrFkzyZIli/lwEBMTI9evX3dub9OmjZw4cUJq1KiR7PMDAADAf4WIj0tISJCJEyfKkiVLnOuCg4NNCH/77bclb9688ttvv0nPnj3l7Nmz8uWXX5p9Dh48aILwSy+9JNOmTZMVK1ZIt27dpGDBgtKoUSOPr+P99983gTuxGzdumPMUKFBANmzYYMJ1p06dJGPGjDJ8+HCzT1hYmFkyZcqUop8FAAAA/JPPh+6FCxeaSnX16tWd63LmzCkvv/yy83GRIkXklVdekVGjRjnXjRs3TooVKybvvvuueVyqVCn5/vvv5b333vM4dG/fvt0c54cffjCh3dXSpUtlz549snz5csmfP79UqFBB3nrrLenfv78MHjyYoA0AAADfby9Zt26dREVF3XWf48ePy7fffit169Z1rtu4caM0aNDAbT8N27re00p7+/bt5eOPPzbV7MT0eGXLljWB2/U82uqye/fuJJ/nypUr5jmuCwAAAAKDz4fuw4cPm97t22nXrp3po77vvvskPDxcJkyY4Nx28uRJtyCs9LGG2UuXLiX5/L1795aaNWuadpbbudN5rG1JNWLECImIiHAu2qcOAACAwODzoVsDcubMmW+7TVtFfvzxR/nuu+/k999/lz59+qTquefOnSsrV640/dx2GzBggMTFxTmXo0eP2n5OAAAApA2f7+nOkyePnDt37rbbtN1Dl5IlS0quXLmkdu3aMmjQINN3retPnTrltr8+1oq43tSYFBq4NcznyJHDbX2rVq3MuXR0FD3Pli1bbjmPdX1JpX3rugAAACDw+Hylu2LFiuZGxXu5efOmszda6fB8OmKJq2XLlnk0bN8bb7whO3bsMDdSWotVYZ88ebLzPDt37pTTp0+7nUfDfenSpZN8LgAAAAQun690602J2nqh1W4dtcQa0USryVWqVJFs2bKZGxZ1bOxHH33UOZa3DhX40UcfSb9+/aRLly6maj1z5kxZsGBBks9tVdITi4yMNCOjqIYNG5pw3bFjRxk5cqTp4x44cKAZwpDKNQAAAPyi0q0jg+gENxqYLdoe8tlnn0mtWrXMUIB6s+NTTz0l8+fPd+6joVgDtlady5cvb4b80xstXYcLtGaKTIkMGTKY8+pXrXo/99xzZpzuoUOHpui4AAAACBw+X+lWsbGxppLdvXt3MzFOvXr1zEQ09/LYY4/JTz/9dMftOoGO6zCDSZ2ZMjEdJ1yr7wAAAIBfVrqVzvjYo0cPOXbsWKoed9GiRaYlxG46I6a2weiY4wAAAEh//KLSraKjo1P9mIlHHbGLtr5Uq1bNfJ94JBQAAAAEPr8J3f4se/bsZgEAAED65BftJQAAAIA/I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYLcjgcDrtPAs/Fx8dLRESExMXFSXh4uLcvBwAAACnIa1S6AQAAAJsRugEAAACbEboBAAAAmxG6AQAAAJsRugEAAACbEboBAAAAmxG6AQAAAJsRugEAAACbhdh9AgDAvUXFTBV/NDv7KG9fQkCJjN3p7UsAYBMq3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM38InSfOXNG8uXLJ4cOHRJ/NGXKFAkKCjJLdHS0ty8HAAAAacwvQvewYcOkefPmUrRoUfP4559/lnbt2knhwoUlLCxMSpUqJR988MEtz1u9erVUqlRJQkNDpXjx4ib8eurFF1+UBx980Jwnb9685jp++eUXt32OHDkizZo1kyxZspgPBzExMXL9+nXn9jZt2siJEyekRo0ayXr9AAAA8G8h4uMSEhJk4sSJsmTJEue6bdu2mXD7xRdfmOC9YcMG6dGjh2TIkEF69epl9jl48KAJwi+99JJMmzZNVqxYId26dZOCBQtKo0aNknz+qKgo6dChg0RGRsrZs2dl8ODB0rBhQ3N8Pd+NGzfMeQoUKGCuQ8N1p06dJGPGjDJ8+HBzDA3sumTKlMmGnxAAAAB8XZDD4XCID/v666/llVdekdOnT991v549e8revXtl5cqV5nH//v1lwYIFsmvXLuc+bdu2lfPnz8vixYuTfT07duyQ8uXLy2+//WYq4IsWLZInnnhCjh8/Lvnz5zf7jBs3zpz/zz//dAvajz32mFSoUEHef//9e54nPj5eIiIiJC4uTsLDw5N9vQD8Q1TMVPFHs7OP8vYlBJTI2J3evgQAHvAkr/l8e8m6detMtfle9MXmypXL+Xjjxo3SoEEDt320wq3rk+vixYsyefJkKVasmKmwW+cpW7asM3Bb59E3Yffu3Uk+9pUrV8xzXBcAAAAEBp8P3YcPH5ZChQrddR9t65gxY4ZpMbGcPHnSLQgrfaxh9tKlSx5dwyeffCLZsmUzi1a2ly1b5qxg3+k81rakGjFihPmkZC1WqAcAAID/8/nQrQE5c+bMd9yu7SN6c+Obb75peq3toD3dP/30k6xZs0Yefvhhad26tVy+fDlVzzFgwABTrbeWo0ePpurxAQAA4D0+fyNlnjx55Ny5c7fdtmfPHqlfv76pcA8cONBtm97YeOrUKbd1+lj7bfSmRk9Y1eeHHnpIqlevLjlz5pTZs2ebEVT0PFu2bLnlPNY1JJWOsKILAAAAAo/PV7orVqxownVi2i9dr1496dy5sxlSMDEdnk9HLHGlbSEpHbZP7zvVRXuwrfPs3LnT7UZPPY+G+9KlS6foXAAAAAgMPh+69aZEDdiu1W5tKdHAre0kffr0Mb3TuuhoIRYdKvDAgQPSr18/M6629mXPnDlTevfuneRz6/O111qHKNSxuLV3/NlnnzWV8qZNm5p99Bo0XHfs2NGMH65DG2rVXUdToXINAAAAvwjdOjKITnCjgdl1GEEN2DpOt467bS1VqlRx7qMjjOiQgVp11iH+3n33XZkwYYLbGN3WTJF3or3kOnqKBmydXEcnucmePbsJ3zpOuNKxuufPn2++atX7ueeeM+N0Dx061LafCQAAAPyLz/d0q9jYWDPLY/fu3SU4ONhMUKPLvei42HoD5J3oBDd169a943YdNWXhwoX3PE+RIkWStB8AAADSJ5+vdCud8VFvljx27FiqHleH/xs5cqTYTWfE1OEGtWoOAACA9McvKt0qOjo61Y+ZeNQRuzz11FNSrVo1832OHDnS5JwAAADwHX4Tuv2Z9oHrAgAAgPTJL9pLAAAAAH9G6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbBbkcDgcdp8EnouPj5eIiAiJi4uT8PBwb18OAAAAUpDXqHQDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYLsfsEAIDkiYqZKr5udvZR3r4EnxEZu9PblwDAh1HpBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAA0nvoPnPmjOTLl08OHTok/mj16tUSFBRklhYtWnj7cgAAAOAFPh+6hw0bJs2bN5eiRYs617322msSFRUloaGhUqFChds+b8eOHVK7dm3JnDmzFC5cWEaOHOnRea9duyb9+/eXsmXLStasWaVQoULSqVMnOX78uNt+Z8+elQ4dOkh4eLjkyJFDunbtKhcuXHBur1mzppw4cUJat27t8WsHAABAYPDp0J2QkCATJ040QTaxLl26SJs2bW77vPj4eGnYsKEUKVJEtm3bJqNGjZLBgwfLp59+6tG5f/zxRxk0aJD5+u2338q+ffvkqaeecttPA/fu3btl2bJlMn/+fFm7dq306NHDuT1TpkxSoEABCQsL8+i1AwAAIHCEiA9buHChqWZXr17dbf2HH35ovv7555+mop3YtGnT5OrVqzJp0iQTesuUKSPbt2+X0aNHuwXiu4mIiDBB2tVHH30kVatWlSNHjkhkZKTs3btXFi9eLFu3bpXKlSubfcaMGSNNmzaVd955x1THAQAAAJ+udK9bt860kXhq48aNUqdOHRO4LY0aNTKV6nPnziX7euLi4kxvtraRWOfR763ArRo0aCDBwcGyefNmj4595coVU6F3XQAAABAYfDp0Hz58OFnV4pMnT0r+/Pnd1lmPdVtyXL582fR4t2vXzvRvW8fSmzxdhYSESK5cuTw+z4gRI0x13Vq0Dx0AAACBwadD96VLl8yNkN6mN1XqjZAOh0PGjh1ryzkGDBhgKunWcvToUVvOAwAAgLTn0z3defLkSVY7iN64eOrUKbd11mPdlpzArVX3lStXOqvc1rFOnz7ttv/169fNiCaenkd713UBAABA4PHpSnfFihVlz549Hj+vRo0aZhQRDcwWvSmyRIkSkjNnTo8D9/79+2X58uWSO3fuW85z/vx5M0KKRYP5zZs3pVq1ah5fNwAAAAKTT4duvflRh+NLXO3+7bffzGgk2jetLSj6vS46Yolq3769uYlShxrU58+YMUM++OAD6dOnj0eB+5lnnpEffvjBjIZy48YNcz5drPOUKlVKGjduLN27d5ctW7bI+vXrpVevXtK2bVtGLgEAAIB/hG6dmKZSpUoyc+ZMt/XdunUzVfDx48fLr7/+ar7XxZq4Rm9EXLp0qRw8eNCMftK3b1+JjY11Gy7QminyTjNdHjt2TObOnSt//PGHmYCnYMGCzmXDhg3O/TSQlyxZUurXr2+GCqxVq5ZH44EDAAAg8Pl0T7fSsBwTE2OqyToUnxWY76VcuXJmyME70UBevHhxue+++267XWfA1Bsn70VHKvnyyy/vuR8AAADSL5+udKtmzZqZCrVWnlN74p3hw4dLxowZxU4a/LNly2Yq4gAAAEiffL7SraKjo1P9mLNmzZK0oBPnaL+50vANAACA9McvQrc/CwsLM20sAAAASL98vr0EAAAA8HeEbgAAAMBmhG4AAADAZoRuAAAAwGaEbgAAAMBmhG4AAADAZoRuAAAAwGaEbgAAAMBmhG4AAADAZkEOh8Nh90ngufj4eImIiJC4uDgJDw/39uUAAAAgBXmNSjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgM0I3AAAAYDNCNwAAAGAzQjcAAABgs4AI3WfOnJF8+fLJoUOHxBcFBQWZJUeOHN6+FAAAAHhBQITuYcOGSfPmzaVo0aLOdUeOHJFmzZpJlixZTCCPiYmR69eve3TctWvXypNPPimFChUyoXnOnDm37ONwOCQ2NlYKFiwoYWFh0qBBA9m/f7/bPidOnJD3338/Ba8QAAAA/szvQ3dCQoJMnDhRunbt6lx348YNE7ivXr0qGzZskM8//1ymTJliwrEnLl68KOXLl5ePP/74jvuMHDlSPvzwQxk3bpxs3rxZsmbNKo0aNZLLly879ylQoIBEREQk8xUCAADA34WIn1u4cKGEhoZK9erVneuWLl0qe/bskeXLl0v+/PmlQoUK8tZbb0n//v1l8ODBkilTpiQdu0mTJma5E61yawV74MCBptKupk6das6pVfG2bdumwisEAACAv/P7Sve6deskKirKbd3GjRulbNmyJvxatPocHx8vu3fvTrVzHzx4UE6ePGlaSixa0a5WrZq5Bk9cuXLFXJ/rAgAAgMDg96H78OHDpufalQZh18CtrMe6LbVYx7rduTw9z4gRI0xgt5bChQun2nUCAADAu/w+dF+6dEkyZ84s/m7AgAESFxfnXI4ePertSwIAAEAq8fvQnSdPHjl37pzbOr1x8dSpU27rrMe6LbVYx7rduTw9j/alh4eHuy0AAAAIDH4fuitWrGhumnRVo0YN2blzp5w+fdq5btmyZSbIli5dOtXOXaxYMROuV6xY4Vynvdg6ioleAwAAABAQoVtvkNSbI12r3Q0bNjThumPHjvLzzz/LkiVLzAgjPXv2NBXlpLpw4YJs377dLNaNk/q9jgGudOzu6Ohoefvtt2Xu3Lkm6Hfq1Mn0mLdo0cKGVwsAAAB/5PehW0cpqVSpksycOdO5LkOGDDJ//nzzVSvOzz33nAnDQ4cOde6js1dqaF69evUdj/3DDz+YSrouqk+fPuZ71/G++/XrJ6+++qr06NFDqlSpYoL64sWLA6LPHAAAAKkjyKGDTfu5BQsWmBknd+3aJcHBSfscsWrVKmnZsqUcOHBAcubMafs16uQ8WhU/f/58kvbXNhUdxURvqqS/GwAAwPd4ktf8fnIcpbNP6tTrx44dS/JQezqpzr/+9a80CdzZsmUzU9BT/QYAAEifAqLS7et+++0381XbXfTmy6Sg0g0AAODb0l2l29cVL17c25cAAAAAL/L7GykBAAAAX0foBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsRugGAAAAbEboBgAAAGxG6AYAAABsFmL3CZA8DofDfI2Pj/f2pQAAAOA2rJxm5ba7IXT7qL///tt8LVy4sLcvBQAAAPfIbREREXfbRYIcSYnmSHM3b96U48ePS/bs2SUoKMjblxMwn0b1Q8zRo0clPDzc25eDO+B98h+8V/6B98l/8F75H43RGrgLFSokwcF379qm0u2j9I27//77vX0ZAUn/IeMfM9/H++Q/eK/8A++T/+C98i/3qnBbuJESAAAAsBmhGwAAALAZoRvpRmhoqLz55pvmK3wX75P/4L3yD7xP/oP3KrBxIyUAAABgMyrdAAAAgM0I3QAAAIDNCN0AAACAzQjdAAAAgM0I3fBrI0aMkCpVqpiZO/PlyyctWrSQffv2ue1z+fJl6dmzp+TOnVuyZcsmrVq1klOnTrntc+TIEWnWrJlkyZLFHCcmJkauX7+exq8msK1du1aefPJJM2uXzrI6Z84ct+16T3dsbKwULFhQwsLCpEGDBrJ//363fc6ePSsdOnQwk0bkyJFDunbtKhcuXEjjVwL18ccfS9GiRSVz5sxSrVo12bJli7cvKaCl1X8/O3bskNq1a5v3VWdGHDlyZJq8vkDG7ylYCN3wa2vWrDH/UG3atEmWLVsm165dk4YNG8rFixed+/Tu3VvmzZsns2bNMvsfP35cWrZs6dx+48YN8w/Z1atXZcOGDfL555/LlClTzC8wpB59T8qXL2/C2u3oL/cPP/xQxo0bJ5s3b5asWbNKo0aNzC8jiwaG3bt3m/d6/vz5Joj06NEjDV8F1IwZM6RPnz5maLMff/zRvK/6Xp0+fdrblxaw0uK/H52CXP/9LFKkiGzbtk1GjRolgwcPlk8//TRNXmOg4vcUnHTIQCBQnD59WofAdKxZs8Y8Pn/+vCNjxoyOWbNmOffZu3ev2Wfjxo3m8cKFCx3BwcGOkydPOvcZO3asIzw83HHlyhUvvIrApz//2bNnOx/fvHnTUaBAAceoUaOc6/S9Cw0NdUyfPt083rNnj3ne1q1bnfssWrTIERQU5Dh27Fgav4L0rWrVqo6ePXs6H9+4ccNRqFAhx4gRI7x6XemFXf/9fPLJJ46cOXO6/bvXv39/R4kSJdLolaUP/J5Kv6h0I6DExcWZr7ly5TJftVqjVQX9U6ulZMmSEhkZKRs3bjSP9WvZsmUlf/78zn20QqRVH60KwX4HDx6UkydPur1PERERpm3B9X3SP4lXrlzZuY/uHxwcbCp7SBtaadP/rlzfK30P9LH1XsE///vRferUqSOZMmVy+7dQWyHOnTuXpq8pkPF7Kv0idCNg3Lx5U6Kjo+XRRx+VRx55xKzTX0T6C0R/2bjSf7h0m7WP6z9k1nZrG+xn/Zxv9z64vk/ax+gqJCTE/OLifUo7f/31l/lT993eK/jnfz/8W2g/fk+lbyHevgAgtWjP3K5du+T777/39qUAAHALfk+lb1S6ERB69eplbgxatWqV3H///c71BQoUMH8OP3/+vNv+ele4brP2SXyXuPXY2gf2sn7Ot3sfXN+nxDfq6Z37OiID71PayZMnj2TIkOGu7xX8878f/i20F7+nQOiGX9N7ivQfstmzZ8vKlSulWLFibtujoqIkY8aMsmLFCuc67U/UoZdq1KhhHuvXnTt3uv1C0jvMdVit0qVLp+GrSb/0fdNfHK7vk/Yqaq+p6/ukv5S0/9Gi77n+uVZ7V5E29M/g+t+V63ul74E+tt4r+Od/P7qPjmii/cWu/xaWKFFCcubMmaavKZDwewpO3r6TE0iJl19+2REREeFYvXq148SJE84lISHBuc9LL73kiIyMdKxcudLxww8/OGrUqGEWy/Xr1x2PPPKIo2HDho7t27c7Fi9e7MibN69jwIABXnpVgenvv/92/PTTT2bRf3pGjx5tvj98+LDZ/u9//9uRI0cOx3fffefYsWOHo3nz5o5ixYo5Ll265DxG48aNHRUrVnRs3rzZ8f333zseeughR7t27bz4qtKnr776yoyMMWXKFDMqRo8ePcx75zqyAvzvvx8dRSN//vyOjh07Onbt2mXe5yxZsjjGjx/vldccKPg9BQuhG35Nf/ncbpk8ebJzH/2l88orr5ihsPQXyNNPP23+wXN16NAhR5MmTRxhYWGOPHnyOPr27eu4du2aF15R4Fq1atVt36vOnTs7hz0bNGiQ+aWvga5+/fqOffv2uR3jzJkzJiRky5bNDJX1wgsvmDCCtDdmzBgTEjJlymSGENy0aZO3LymgpdV/Pz///LOjVq1a5hj33XefCfNIGX5PwRKk//P/dW8AAAAAqY2ebgAAAMBmhG4AAADAZoRuAAAAwGaEbgAAAMBmhG4AAADAZoRuAAAAwGaEbgCA35owYYIsX77c25cBAPdE6AYAJMmUKVMkR44cd91n8ODBUqFChTQ55/Tp02XMmDFStWrVVDsfANiF0A0A6cjzzz8vQUFBZsmUKZMUL15chg4dKtevXxdf1KZNG/n1119vWb9v3z5z3QsWLJDw8HCvXBsAeCLEo70BAH6vcePGMnnyZLly5YosXLhQevbsKRkzZpQBAwaIrwkLCzNLYiVKlJC9e/d65ZoAIDmodANAOhMaGioFChSQIkWKyMsvvywNGjSQuXPnyrlz56RTp06SM2dOyZIlizRp0kT2799/y/PnzJkjDz30kGTOnFkaNWokR48eveO5tm7dKo8//rjkyZNHIiIipG7duvLjjz+67XP+/Hl58cUXJX/+/OaYjzzyiMyfP/+O7SVjx46VBx980FTqNXz/97//dduuVXzt9X766afN69Br1dcHAN5E6AaAdE4ryVevXjWtJz/88IMJqBs3bhSHwyFNmzaVa9euOfdNSEiQYcOGydSpU2X9+vUmMLdt2/aOx/7777+lc+fO8v3338umTZtMANZj6np18+ZNE+71WF988YXs2bNH/v3vf0uGDBlue7zZs2fL66+/Ln379pVdu3aZsP7CCy/IqlWr3PYbMmSItG7dWnbs2GHO16FDBzl79myq/cwAwGMOAEC60blzZ0fz5s3N9zdv3nQsW7bMERoa6mjRooVDfyWsX7/eue9ff/3lCAsLc8ycOdM8njx5stln06ZNzn327t1r1m3evNk8fvPNNx3ly5e/4/lv3LjhyJ49u2PevHnm8ZIlSxzBwcGOffv23XZ/PWdERITzcc2aNR3du3d32+fZZ591NG3a1PlYr2fgwIHOxxcuXDDrFi1a5MFPCgBSF5VuAEhntHUjW7ZsppVDq8x6s6JWuUNCQqRatWrO/XLnzn1L77TuU6VKFefjkiVLmvaPO/VXnzp1Srp3724q3Npeojc9XrhwQY4cOWK2b9++Xe6//355+OGHk3Ttep5HH33UbZ0+Tnz+cuXKOb/PmjWrOe/p06eTdA4AsAM3UgJAOlOvXj3TF6090YUKFTJB2q6eZ20tOXPmjHzwwQemh1z7yWvUqGHaWdTtbpJMDXpjaOI+b21lAQBvodINAOmMVn51qMDIyEgTuFWpUqXMsIGbN2927qdhWYfmK126tHOd7qN93xbdrn3d+vzb0V7t1157zfRVlylTxoTuv/76y60i/ccff9x2WMDb0fPoMROfw/UaAcAXUekGAJj2j+bNm5tWkPHjx0v27NnljTfekPvuu8+sd60gv/rqq/Lhhx+awN6rVy+pXr36HSeo0ePq6CKVK1eW+Ph4iYmJcatu62gmderUkVatWsno0aPNh4FffvnFVKZ1aMPE9Pl6g2TFihXNqCvz5s2Tb7/9llkpAfg8Kt0AAEPH7o6KipInnnjCtIDoPYk6jrdrq4YOwde/f39p37696aXW3vAZM2bc8ZgTJ040QxFWqlRJOnbsaKre+fLlc9vnm2++MX3i7dq1MxXrfv36yY0bN257vBYtWphWlXfeecdUzvUDgl73Y489loo/CQBIfUF6N6UNxwUAAADwf6h0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAANiN0AwAAADYjdAMAAAA2I3QDAAAAYq//AaGqGiCvPHs8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pirámide de población\n",
    "\n",
    "# generamos un rango de edades a graficar\n",
    "secciones_edad = pd.interval_range(start=0, end=100,periods=10)\n",
    "\n",
    "# etiquetamos cada paciente por su rango de edad\n",
    "subdatos['secciones_edad'] = pd.cut(subdatos['age'], secciones_edad)\n",
    "\n",
    "# contabilizamos los casos por edad y sexo\n",
    "info_piramide = pd.pivot_table(data=subdatos, index='secciones_edad', columns='sex', values = 'sex',aggfunc='count', observed=False)\n",
    "info_piramide.reset_index(inplace = True)\n",
    "info_piramide.columns = ([\"secciones_edad\",'hombres','mujeres'])\n",
    "\n",
    "# ajustamos los datos para gráfica de pirámide\n",
    "info_piramide['hombres'] = - info_piramide['hombres']\n",
    "\n",
    "#graficamos\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "sns.barplot(x=\"hombres\", y='secciones_edad', data=info_piramide, label = 'hombres')\n",
    "sns.barplot(x=\"mujeres\", y='secciones_edad', data=info_piramide, label = 'mujeres')\n",
    "plt.xticks(ticks=[-200, -100, 0, 100, 200],labels=['200', '100', '0', '1000', '200'])\n",
    "ax.set_xlabel(\"Población\")\n",
    "ax.set_ylabel(\"Edad\")\n",
    "ax.invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88af57e7-8736-4cea-ba02-fd74256322da",
   "metadata": {},
   "source": [
    "## 3. Matriz de Correlación"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "27a4e8c2-1768-453e-bbb3-c0c9e1b30dce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datos_correlacion = datos.corr(numeric_only=True)\n",
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "sns.heatmap(datos_correlacion,\n",
    "            annot=True,\n",
    "            fmt=\".1f\",\n",
    "            cmap=sns.color_palette(\"vlag\",as_cmap=True),\n",
    "            xticklabels=datos_correlacion.columns.values,\n",
    "            yticklabels=datos_correlacion.columns.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "087d37c1-1e2c-4126-92f8-bea0905b1e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "# scatterplot 2 dim de PCA x clase\n",
    "# codigo de colores por clase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "995666ce-5800-4a2e-9e14-37714f8ade56",
   "metadata": {},
   "outputs": [],
   "source": [
    "# boxplot de cada variable clase x clase"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
